Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:17:28.931902Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2608.08277.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:17:28.931902Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
30 of 30 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2d56bbb9-3240-416c-aa78-b1f9d6ad1a46 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks A survey on intent-based networking,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 216a08ef-cdc1-4901-84ff-5b75fd242e85 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Network slicing in 5G: Survey and challenges,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 322199e8-44e2-4117-977a-f89d9159ccb9 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks O-RAN: Disrupting the virtu- alized RAN ecosystem,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d1cb8dc4-2d1d-41b8-9464-e39467f8832c · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks RD-Probe: Scalable monitoring with sufficient coverage in complex datacenter networks,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 505b7429-28d2-4039-8559-6d2f1bb46eab · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Enhancing network failure mitigation with performance-aware ranking,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 588bdd92-4d16-4905-bfb2-11f35457f5cc · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Impact of adaptive consistency on distributed SDN applications: An empirical study,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ce98e1e8-61a2-4e06-a393-e4263686f461 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Abstractions for network update,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a0c6108b-4867-44c3-a2b7-cd92ab17dbfa · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks WirelessAgent: Large language model agents for intelligent wireless networks,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 45065e92-e483-4e85-b233-6209af654f4d · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks WirelessAgent++: Automated agentic workflow design and benchmarking for wireless networks,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ca744e0-1298-4e0a-bbf3-e7f3d47c361b · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks WirelessBench: A tolerance-aware LLM agent benchmark for wireless network intelligence,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81273ccf-02b8-441e-9baf-fa3fb8b84711 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks NetConfEval: Can LLMs facilitate network configuration?
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 72756a5e-5ed1-4027-bb98-3aedb16629d9 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Benchmarking LLM-Driven Network Configuration Repair
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4670c9d3-0d0a-47ee-91e0-6fc746a40239 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks R-Judge: Benchmarking safety risk awareness for LLM agents,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7bbf8b22-82b7-46de-a3d7-dd03e1f6424f · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks AgentSpec: Customizable Runtime Enforcement for Safe and Reliable LLM Agents
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3da05058-9e2b-49e7-88be-e7d9ff5857b4 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Dynamic control system upgrade using the Simplex architecture,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a9af97b7-5c09-42a8-ae65-bc95e8bc1e5d · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks ModelPlex: Verified runtime validation of verified cyber-physical system models,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0061fd0f-6540-4c63-a10f-d04a293c8720 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Self-Refine: Iterative refinement with self-feedback,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 27ba039c-fc2c-4331-a922-9eb8dfaa551c · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks CRITIC: Large language models can self-correct with tool-interactive critiquing,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0984997c-9f56-44e6-aa7b-0a531b3d6a07 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks ReAct: Synergizing reasoning and acting in language models,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 575f5379-6b7f-45e6-9373-fdabcc1d3c56 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Toolformer: Language models can teach themselves to use tools,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b546a014-a345-4949-9ccb-677517bf090e · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks ToolLLM: Facilitating large language models to master 16000+ real-world APIs,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f7afbd8d-6467-40d4-8594-65d5e9ce7a44 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks FlexRAN: A flexible and programmable platform for software- defined radio access networks,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4fed746f-ec68-4b96-9a9e-993c5f61da8b · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Application of machine learning in wireless networks: Key techniques and open issues,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a5883b0-d278-4a75-a0c0-ef6517142266 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Header space analysis: Static checking for networks,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ba21e9cd-2683-4c35-8799-8c982340a652 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Real time network policy checking using header space analysis,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 39b6d04c-9460-46c7-8f74-b36b9ff37f25 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Veri- Flow: Verifying network-wide invariants in real time,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d057ca02-e0b5-49e4-a90b-5f421a766343 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks A general approach to network con- figuration analysis,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation be0dc3e9-51e3-44af-8c17-69b831ae4a2e · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks PROV-DM: The PROV data model,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 59ea17cf-848d-4afe-bbdb-39e7b5ee72dd · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks Reasoning Language Models for Root Cause Analysis in 5G Wireless Networks
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ca5cef-9598-426d-b621-2f877ef1f534 · outbound
WirelessOpsAgent: A Benchmark and Agent Design for Action Assurance in Wireless Networks A Multi-Dataset Benchmark for Evaluating LLM Agents in Microservice Failure Diagnosis
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
No inbound Pith citation observations are available.